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20152022
most citedA Review of Uncertainty Quantification in Deep Learning: Techniques, Applications and Challenges

2.7k citations · 5.1k across the 51 of their papers we have counts for

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Showing 2019Show all

6 papers · 1 filter

cs.LG2019★ 2 cited

Fast Stochastic Ordinal Embedding with Variance Reduction and Adaptive Step Size

Ke Ma, Jinshan Zeng, Qianqian Xu +3

Learning representation from relative similarity comparisons, often called ordinal embedding, gains rising attention in recent years. Most of the existing methods are based on semi…

cs.LG2019★ 1 cited

iSplit LBI: Individualized Partial Ranking with Ties via Split LBI

Qianqian Xu, Xinwei Sun, Zhiyong Yang +3

Due to the inherent uncertainty of data, the problem of predicting partial ranking from pairwise comparison data with ties has attracted increasing interest in recent years. Howeve…

cs.LG2019★ 11 cited

Identifying and Resisting Adversarial Videos Using Temporal Consistency

Xiaojun Jia, Xingxing Wei, Xiaochun Cao

Video classification is a challenging task in computer vision. Although Deep Neural Networks (DNNs) have achieved excellent performance in video classification, recent research sho…

cs.LG2019★ 2 cited

Learning Personalized Attribute Preference via Multi-task AUC Optimization

Zhiyong Yang, Qianqian Xu, Xiaochun Cao +1

Traditionally, most of the existing attribute learning methods are trained based on the consensus of annotations aggregated from a limited number of annotators. However, the consen…

cs.CV2019

Single Image Deraining: A Comprehensive Benchmark Analysis

Siyuan Li, Iago Breno Araujo, Wenqi Ren +7

We present a comprehensive study and evaluation of existing single image deraining algorithms, using a new large-scale benchmark consisting of both synthetic and real-world rainy i…

cs.CV2019★ 1 cited

Deep Robust Subjective Visual Property Prediction in Crowdsourcing

Qianqian Xu, Zhiyong Yang, Yangbangyan Jiang +3

The problem of estimating subjective visual properties (SVP) of images (e.g., Shoes A is more comfortable than B) is gaining rising attention. Due to its highly subjective nature,…